Governance
Governance turns trust into operating discipline.
IgiraPress should manage AI, data, editorial workflow, privacy, accessibility, and product claims as one connected system.
AI governance controls
- AI system inventory.
- Clear identification of which features use AI.
- Separation between AI-generated signals and human editorial decisions.
- Logging of AI-generated reports or outputs where operationally appropriate.
- User-facing notices when AI assists analysis.
- Human review requirements for sensitive outputs.
- Vendor due diligence for third-party AI providers.
- Model or service change logs.
- Evaluation procedures for hallucination, bias, privacy, copyright, and security risk.
- Incident response for erroneous, unsafe, biased, leaked, or harmful outputs.
Data governance controls
- Data inventory for manuscript, author, editor, reviewer, organization, and report data.
- Access controls for AI-assisted and manuscript workflows.
- Retention, deletion, export, and access policies for manuscript data.
- Separation of public marketing analytics from sensitive manuscript workflow data.
- Prohibition on training external models on private manuscripts unless contract and consent allow it.
Product governance controls
- Feature claim review.
- Route ownership review for Press, Check, and API behavior.
- Accessibility release review.
- Domain routing smoke tests after deployment.
- Safe missing-token and missing-API behavior for authenticated routes.